Rahul Vellaparambil

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Rahul Vellaparambil

Rahul Vellaparambil

@rahulsathishv

🫀Biomechanics, Additive Manufacturing, FEA.

Frederikssund, Danmark Katılım Ağustos 2020
293 Takip Edilen84 Takipçiler
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Ted Vaughan
Ted Vaughan@VaughanTed·
🚀🎓Excited to launch our new website and initiate the recruitment process for the BIOMEND #MSCA Doctorate Network. Applications are now open for 15 #PhD candidates in the BIOabsorbable Metallic ENdovascular Medical Devices - full details on website biomend.eu
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Rohan Shad, MD
Rohan Shad, MD@rohanshad·
I’m excited to finally showcase our work on developing a generalizable deep learning system for cardiac MRI. This is the culmination of over 3 years of research spanning my time as a postdoc in @HiesingerLab and now as a cardiac surgery resident at @pennsurgery, and I couldn’t be happier with the finished product. Weights to be released for academic use (coming soon!). All built with @pytorch and @pytorch_lightning. Lots of really cool stuff to unpack, but here are few main results: Contrastive learning with cine-sequence CMR studies from multiple different views (short axis, 2-chamber, 3-chamber, and 4-chamber views) with long-form CMR free text reports is really hard. A good sign for us was how the video transformer embeddings evolved with each epoch. We train for about 600 epochs taking about 2 weeks. In a zero shot fashion, the model can then do some really interesting things: separate out different diseases (ACDC dataset), and different genders, age groups, and ejection fractions (UK BioBank) with no explicit supervised instruction. No such behaviour with kinetics-600 initialized weights (see preprint)! Finetuning over our system yields results superior to baseline approaches on downstream tasks of interest, with 10x and sometimes 100x less data. Here’s a quick figure showing how we achieve superior results for UK BioBank LVEF estimation with just 1% of the available data. Better yet, that same model when tested on a Kaggle dataset does exceptionally well (dashed line = kinetics-600 performance on left; lower is better!). Focusing on some disease diagnosis tasks, we label a separate dataset of some 6000 individual patients. This is real-world representative unenriched dataset. Our methods show massive improvements in AUC compared to baseline methods. Validation set shown here, internal test set (Stanford / Medstar / UCSF), and external test set (UPenn) figures are in the paper.
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Vatsal Kumar, PhD
Vatsal Kumar, PhD@WhatCell_·
Feels great to have been conferred with a PhD. Very grateful to @LaoiseMcnamara for the years of wisdom. Also extremely thankful to @Eoin_McEvoy for his support and guidance. This also wouldn’t have been possible without the support from everyone at @mechanobio_ie
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Rahul Vellaparambil
Rahul Vellaparambil@rahulsathishv·
@watchandtell @absidd Hi @watchandtell , you could try that option, best case scenario , a kind person helps you. Worst case scenario, prioritise your mental health and move forward with your other goals. Good luck 🤞
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watch&tell
watch&tell@watchandtell·
@rahulsathishv @absidd I am supposed to leave for a conference on Tuesday and still no word from them. I wonder if going there directly could help? The visa process has horrible reviews online.
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Rahul Vellaparambil
Rahul Vellaparambil@rahulsathishv·
Happy to share that my first publication with @H2020Meditate is out on @mechbiomat. Interested in the potential of #auxetic #stent design for EVAR applications ? Read more at doi.org/10.1016/j.jmbb… Thanks to @StphaneAvril1 , P. Di Giovanni & W-S. Han for their help !
Stéphane Avril@StphaneAvril1

Happy New Year! 2023 starts with new publications! 🧐 Interested by the potential of #auxetic #stent designs in #EVAR? Read our latest paper in @mechbiomat. 👇 sciencedirect.com/science/articl… 👏👏 first author @rahulsathishv 🙏🤝 @H2020Meditate @MINES_StEtienne @PrediSurge

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Stéphane Avril
Stéphane Avril@StphaneAvril1·
We are looking for great postdocs to join our team in 2022! Please share with your network. emse.fr/~avril/MSE_Job…
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Rahul Vellaparambil
Rahul Vellaparambil@rahulsathishv·
Thanks @StphaneAvril1 & Prof. Marco Biancolini for organizing our first summer school @H2020Meditate . Lectures from Prof. Moscato (@MedUni_Wien) & @flago2009 stood out for me considering my 3D printing bias 😅.
Stéphane Avril@StphaneAvril1

After a successful summer school, I am convinced that the @H2020Meditate community is going to advance significantly #DigitalTwins for improving healthcare in #aortic #aneurysms. @celi_simona @ANSYS @ESIGroup_FR @tmmarchal

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